MLmodel

Precision

Recall

F1-score

ACC

N

S

P

N

S

P

N

S

P

AdaBoost

0.960

0.576

0.854

0.863

0.861

0.854

0.909

0.690

0.854

0.862

CatBoost

0.971

0.819

0.909

0.958

0.851

0.976

0.964

0.835

0.941

0.942

Decision Tree

0.961

0.743

0.812

0.940

0.772

0.951

0.950

0.757

0.876

0.914

Gradient Boosting

0.971

0.766

0.889

0.944

0.842

0.976

0.957

0.802

0.930

0.929

KNN

0.961

0.526

0.761

0.849

0.802

0.854

0.901

0.635

0.805

0.842

Random Forest

0.974

0.832

0.848

0.964

0.832

0.951

0.969

0.832

0.897

0.942

SVM

0.977

0.491

0.487

0.782

0.802

0.902

0.869

0.609

0.632

0.793

XGBoost

0.974

0.837

0.929

0.966

0.861

0.951

0.970

0.849

0.940

0.948